{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 机器学习工程师纳米学位\n",
    "## 强化学习\n",
    "## 项目 4: 训练智能出租车学会驾驶\n",
    "\n",
    "欢迎来到机器学习工程师纳米学位的第四个项目！在这个notebook文件中，模板代码已经提供给你，有助于你对*智能出租车*的分析和实现学习算法。你无须改动已包含的代码，除非另有要求。 你需要回答notebook文件中给出的与项目或可视化相关的问题。每一个你要回答的问题前都会冠以**'问题 X'**。仔细阅读每个问题，并在后面**'回答'**文本框内给出完整的回答。你提交的项目会根据你对于每个问题的回答以及提交的`agent.py`的实现来进行评分。 \n",
    "\n",
    ">**提示：** Code 和 Markdown 单元格可通过 **Shift + Enter** 快捷键来执行。此外，Markdown可以通过双击进入编辑模式。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "-----\n",
    "\n",
    "## 开始\n",
    "在这个项目中，你将构建一个优化的Q-Learning驾驶代理程序，它会操纵*智能出租车* 通过它的周边环境到达目的地。因为人们期望*智能出租车*要将乘客从一个地方载到另一个地方，驾驶代理程序会以两个非常重要的指标来评价：**安全性**和**可靠性**。驾驶代理程序在红灯亮时仍然让*智能出租车*行驶往目的地或者勉强避开事故会被认为是**不安全**的。类似的，驾驶代理程序频繁地不能适时地到达目的地会被认为**不可靠**。最大化驾驶代理程序的**安全性**和**可靠性**保证了*智能出租车*会在交通行业获得长期的地位。\n",
    "\n",
    "**安全性**和**可靠性**用字母等级来评估，如下：\n",
    "\n",
    "| 等级 \t| 安全性 \t| 可靠性 \t|\n",
    "|:-----:\t|:------:\t|:-----------:\t|\n",
    "|   A+  \t| 代理程序没有任何妨害交通的行为，<br/>并且总是能选择正确的行动。| 代理程序在合理时间内到达目的地的次数<br />占行驶次数的100%。 |\n",
    "|   A   \t| 代理程序有很少的轻微妨害交通的行为，<br/>如绿灯时未能移动。| 代理程序在合理时间内到达目的地的次数<br />占行驶次数的90%。 |\n",
    "|   B   \t| 代理程序频繁地有轻微妨害交通行为，<br/>如绿灯时未能移动。| 代理程序在合理时间内到达目的地的次数<br />占行驶次数的80%。 |\n",
    "|   C   \t| 代理程序有至少一次重大的妨害交通行为，<br/>如闯红灯。| 代理程序在合理时间内到达目的地的次数<br />占行驶次数的70%。 |\n",
    "|   D   \t| 代理程序造成了至少一次轻微事故，<br/>如绿灯时在对面有车辆情况下左转。\t| 代理程序在合理时间内到达目的地的次数<br />占行驶次数的60%。 |\n",
    "|   F   \t| 代理程序造成了至少一次重大事故，<br/>如有交叉车流时闯红灯。\t| 代理程序在合理时间内到达目的地的次数<br />未能达到行驶次数的60%。 |\n",
    "\n",
    "为了协助评估这些重要的指标，你会需要加载可视化模块的代码，会在之后的项目中用到。运行下面的代码格来导入这个代码，你的分析中会需要它。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 检查你的Python版本\n",
    "from sys import version_info\n",
    "if version_info.major != 2 and version_info.minor != 7:\n",
    "    raise Exception('请使用Python 2.7来完成此项目')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import the visualization code\n",
    "import visuals as vs\n",
    "\n",
    "# Pretty display for notebooks\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 了解世界\n",
    "在开始实现你的驾驶代理程序前，首先需要了解*智能出租车*和驾驶代理程序运行的这个世界（环境）。构建自我学习的代理程序重要的组成部分之一就是了解代理程序的特征，包括代理程序如何运作。原样直接运行`agent.py`代理程序的代码，不需要做任何额外的修改。让结果模拟运行一段时间，以观察各个不同的工作模块。注意在可视化模拟程序（如果启用了），**白色车辆**就是*智能出租车*。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题 1\n",
    "用几句话，描述在运行默认的`agent.py`代理程序中，你在模拟程序里观察到了什么。一些你可以考虑的情况：\n",
    "- *在模拟过程中，智能出租车究竟移动了吗？*\n",
    "- *驾驶代理程序获得了什么样的奖励？*\n",
    "- *交通灯的颜色改变是如何影响奖励的？*\n",
    "\n",
    "**提示：** 从顶层的`/smartcab/`目录（这个notebook所在的地方），运行命令\n",
    "```bash\n",
    "'python smartcab/agent.py'\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**回答：**\n",
    "\n",
    "模拟过程中，智能出租车一直没有移动。\n",
    "\n",
    "驾驶代理程序获得了有正有负，且有具体数值的奖励。\n",
    "\n",
    "交通灯为红色时，由于出租车没有动，符合红灯停的交通规则，所以获得了奖励；而交通灯为绿色时，如果同时四周没有其他车辆，出租车没有动就错过了行进的时机，因此获得了惩罚；如果周围有车辆，交通灯为绿时不动，可以避免相撞，因此是正确的，获得了奖励。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 理解代码\n",
    "除了要了解世界之外，还需要理解掌管世界、模拟程序等等如何运作的代码本身。如果一点也不去探索一下*“隐藏”*的器件，就试着去创建一个驾驶代理程序会很难。在顶层的`/smartcab/`的目录下，有两个文件夹：`/logs/` （之后会用到）和`/smartcab/`。打开`/smartcab/`文件夹，探索每个下面的Python文件，然后回答下面的问题。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题 2\n",
    "- *在*`agent.py`* Python文件里，选择 3 个可以设定的 flag，并描述他们如何改变模拟程序的。*\n",
    "- *在*`environment.py`* Python文件里，当代理程序执行一个行动时，调用哪个Environment类的函数？*\n",
    "- *在*`simulator.py`* Python 文件里，*`'render_text()'`*函数和*`'render()'`*函数之间的区别是什么?*\n",
    "- *在*`planner.py`* Python文件里，*`'next_waypoint()`* 函数会先考虑南北方向还是东西方向?*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**回答：**\n",
    "\n",
    "- `Environment`里的`num_dummies`设置成 150，改变场景中的车辆数为150\n",
    "- `Environment`里的`grid_size`设置成 (10, 8)，改变场景中的街区数为10x8\n",
    "- `enforced_deadline`设置成`True`, 强制设置截止时间\n",
    "\n",
    "\n",
    "- 当代理程序执行一个行为时，调用了`Environment`类的`act`函数\n",
    "\n",
    "\n",
    "- `render()`函数在 GUI 界面中显示路况\n",
    "- `render_text()`函数在命令行界面中通过字符显示路况\n",
    "\n",
    "\n",
    "- `next_waypoint()`函数先考虑东西方向"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "-----\n",
    "## 实现一个基本的驾驶代理程序\n",
    "\n",
    "创建一个优化Q-Learning的驾驶代理程序的第一步，是让代理程序确实地执行有效的行动。在这个情况下，一个有效的行动是`None`（不做任何行动）、`'Left'`（左转）、`'Right'`（右转）或者`'Forward'`（前进）。作为你的第一个实现，到`'choose_action()'`代理程序函数，使驾驶代理程序随机选择其中的一个动作。注意你会访问到几个类的成员变量，它们有助于你编写这个功能，比如`'self.learning'`和`'self.valid_actions'`。实现后，运行几次代理程序文件和模拟程序来确认你的驾驶代理程序每步都执行随机的动作。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 基本代理程序模拟结果\n",
    "要从最初的模拟程序获得结果，你需要调整下面的标志：\n",
    "- `'enforce_deadline'` - 将此标志设定为`True`来强制驾驶代理程序捕获它是否在合理时间内到达目的地。\n",
    "- `'update_delay'` - 将此标志设定为较小数值（比如`0.01`）来减少每次试验中每步之间的时间。\n",
    "- `'log_metrics'` - 将此标志设定为`True`将模拟结果记录为在`/logs/`目录下的`.csv`文件。\n",
    "- `'n_test'` - 将此标志设定为`'10'`则执行10次测试试验。\n",
    "\n",
    "可选的，你还可以通过将`'display'`标志设定为`False`来禁用可视化模拟（可以使得试验跑得更快）。调试时，设定的标志会返回到他们的默认设定。重要的是要理解每个标志以及它们如何影响到模拟。\n",
    "\n",
    "你成功完成了最初的模拟后（有20个训练试验和10个测试试验），运行下面的代码单元格来使结果可视化。注意运行同样的模拟时，日志文件会被覆写，所以留意被载入的日志文件！在 projects/smartcab 下运行 agent.py 文件。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1gAAAI4CAYAAAB3HEhGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nNeIEy8zMzMzMrEb+HyTMwoHPgd6tAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff47c4cc8d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Load the 'sim_no-learning' log file from the initial simulation results\n",
    "vs.plot_trials('sim_no-learning.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题 3\n",
    "利用上面的从你初始模拟中得到的可视化结果，给出关于驾驶代理程序的分析和若干观察。确保对于可视化结果上的每个面板你至少给出一条观察结果。你可以考虑的一些情况：\n",
    "- *驾驶代理程序多频繁地做出不良决策？有多少不良决策造成了事故？*\n",
    "- *假定代理程序是随机驾驶，那么可靠率是否合理？*\n",
    "- *代理程序对于它的行动会获得什么样的奖励？奖励是否表明了它收到严重的惩罚？*\n",
    "- *随着试验数增加，结果输出是否有重大变化？*\n",
    "- *这个智能出租车对于乘客来说，会被人为是安全的且/或可靠的吗？为什么或者为什么不？*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**答案：**\n",
    "\n",
    "- 驾驶代理程序大约每十次就会做出四次不良决策。大约每四次不良决策中，有一次造成了不同程度的交通事故（accident）\n",
    "- 可靠率是最低的 F，由于是随机驾驶，相当于闭着眼睛开车，很难碰巧到达终点，所以这么低的可靠率是合理的\n",
    "- 代理程序获得了 -5 左右的奖励。负号代表它收到了惩罚，绝对值达到5，表明惩罚相当严重\n",
    "- 随着试验数增加，结果输出并没有重大变化\n",
    "- 这个智能出租车既不安全又不可靠。因为它安全性和可靠性得分都是最低的F，常常引起交通事故，还不能及时送到目的地。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "-----\n",
    "## 通知驾驶代理程序\n",
    "创建一个优化Q-Learning的驾驶代理程序的第二步，是定义一系列代理程序会在环境中发生的状态。根据输入、感知数据和驾驶代理程序可用的变量，可以为代理程序定义一系列状态，使它最终可以*学习*在一个状态下它需要执行哪个动作。对于每个状态的`'如果这个处于这个状态就那个行动'`的状况称为**策略**，就是最终驾驶代理程序要学习的。没有定义状态，驾驶代理程序就不会明白哪个动作是最优的——或者甚至不会明白它要关注哪个环境变量和条件！"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 识别状态\n",
    "查看`'build_state()'`代理程序函数，它显示驾驶代理函数可以从环境中获得下列数据：\n",
    "- `'waypoint'`，*智能出租车*去向目的地应该行驶的方向，它是*智能出租车*车头方向的相对值。\n",
    "- `'inputs'`，*智能出租车*的感知器数据。它包括  \n",
    "  - `'light'`，交通灯颜色。\n",
    "  - `'left'`，*智能出租车*左侧车辆的目的方向。如果没有车辆，则返回`None`。\n",
    "  - `'right'`，*智能出租车*右侧车辆的目的方向。如果没有车辆，则返回`None`。\n",
    "  - `'oncoming'`，*智能出租车*交叉方向车辆的目的方向。如果没有车辆，则返回`None`。\n",
    "- `'deadline'`，*智能出租车*在时间之内到达目的地还所需的剩余动作数目。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题 4\n",
    "*代理程序的哪些可用特征与学习**安全性**和**效率**相关性最高？你为什么认为这些特征适合在环境中对**智能出租车**建模？如果你没有选择某些特征，放弃他们的原因是什么？*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**回答：**\n",
    "\n",
    "代理程序的`'waypoint','light','left','right','oncoming'`特征与学习安全性和效率相关性最高。\n",
    "\n",
    "- `'waypoint'`指示了目的地的方向，保证出租车尽量往目的地方向行进，和效率相关性高。\n",
    "\n",
    "- `'light'`是获取交通规则的重要信息，红灯时只能右转或不动，绿灯时才允许通行，与安全性相关性高。\n",
    "\n",
    "- `'left','right','oncoming'`决定了出租车能否左转、右转和前行，如果想要的行进方向上有车，就只能抛弃这个方向来遵守交通，如果没有车，就要毅然前往这个方向，保证时间，与效率和安全性相关性都很高。\n",
    "\n",
    "`'deadline'`虽然可以表示剩余时间，看似和效率相关，但是每一次学习中的`reward`和它无关。而且它往往有几十个状态，增加了很多冗余状态。即使有足够的学习次数，各种状态都可以学习到，但是由于起点终点和`deadline`每次都在变化，`deadline`拖累了模型的泛化性能。比如起点到终点都要经过十个街区，总`deadline`分别是25和30，在一个路口，目的地方向、交通灯和左边右边对面车辆的状态都一样，`deadline`剩余值可能分别是12和18，但是最后做出的决策其实只和之前那些状态有关，`deadline`并没有起作用。之后泛化的时候，如果碰巧出现一个`deadline`大于所有训练情况中的`deadline`，反而找不到相应状态，不知所措，降低了泛化能力。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 定义状态空间\n",
    "当定义一系列代理程序会处于的状态，必需考虑状态空间的*大小*。就是说，如果你期望驾驶代理程序针对每个状态都学习一个**策略**，你会需要对于每一个代理状态都有一个最优的动作。如果所有可能状态的数量非常大，最后会变成这样的状况，驾驶代理程序对于某些状态学不到如何行动，会导致未学习过的决策。例如，考虑用下面的特征定义*智能出租车*的状态的情况：\n",
    "\n",
    "`('is_raining', 'is_foggy', 'is_red_light', 'turn_left', 'no_traffic', 'previous_turn_left', 'time_of_day')`.\n",
    "发生如`(False, True, True, True, False, False, '3AM')`的状态的频次如何？没有近乎无限数量的训练，很怀疑代理程序会学到一个合适的动作！"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题 5\n",
    "*如果用你在**问题4**中选择的特征来定义一个状态，状态空间的大小是多少？假定你了解环境以及它是如何模拟的，你觉得经过合理数量的训练之后，代理驾驶能学到一个较好的策略吗？（遇见绝大部分状态都能作出正确决策。）*\n",
    "**提示：** 考虑特征*组合*来计算状态的总数！"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**回答：**\n",
    "\n",
    "定义状态为`('waypoint', 'light', 'left', 'right', 'oncoming')`，`'waypoint'`有`'Forward','Left', 'Right'`（其实还有一个`None`状态，但只有在到达终点的时候出现，所以不用考虑）三个情况，`'light'`有`'Green','Red'`两种情况，`'left','right','oncoming'`各自有`None, 'Forward', 'Left', 'Right'`四种情况，因此状态空间的大小为`3x2x4x4x4=384`。\n",
    "\n",
    "    384种状态，每个状态有`None, 'left', 'forward', 'right'`，总共有`384x4=1536`个`Q-value`。`deadline`一般在20～30左右，每次训练可以更新大约20个`Q-value`（前期更偏好探索，后期更偏向验证，但是都会根据reward`更新`Q-value`）。每种情况的出现概率并不相等，为了学习得更加全面，每个`Q-value`平均下来至少需要好几次更新，保险以10次计，总共是`1536x10/20=768‘次训练。\n",
    "\n",
    "768次训练在1000次以下，在可以接受的训练次数内，所以经过合理数量的训练之后，代理驾驶能学到一个较好的策略。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 问题：为什么对相同最大值的action要随机？\n",
    "#### 回答：\n",
    "\n",
    "小车刚开始的时候，各个`action`的值都是0.0。如果没有随机，而仅仅是找一个最大值，那就总会找到特定位置的`action`，比如第一个`action:None`。这样无意中，模型就会偏好这个选项，不利于模型尽量尝试各种情况来找到最佳策略。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 更新驾驶代理程序的状态\n",
    "要完成你的第二个实现，去到`'build_state()'`代理程序函数。根据你在**问题4**给出的判断，你现在要将`'state'`变量设定为包含所有Q-Learning所需特征的元组。确认你的驾驶代理程序通过运行代理程序文件和模拟会更新它的状态，注意状态是否显示了。如果用了可视化模拟，确认更新的状态和在模拟程序里看到的一致。\n",
    "\n",
    "**注意：** 观察时记住重置模拟程序的标志到默认设定！"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "-----\n",
    "## 实现Q-Learning驾驶代理程序\n",
    "创建一个优化Q-Learning的驾驶代理程序的第三步，是开始实现Q-Learning自身的功能。Q-Learning的概念相当直接：每个访问的状态，为所有可用的状态-行动配对在Q-table里创建一条记录。然后，当代理程序遇到一个状态并执行了一个动作，基于获得的奖励和设定的相互的更新规则，来更新关联的状态-动作配对的Q-value。当然，Q-Learning还带来其他的收益，如此我们可以让代理程序根据每个可能的状态-动作配对的Q-values，来为每个状态选择*最佳*动作。在这个项目里，你会实现一个*衰减* $\\epsilon$ *-贪心* 的Q-learning算法，不含折扣因子。遵从每个代理程序函数的**TODO**下的实现指导。\n",
    "\n",
    "注意代理程序的属性`self.Q`是一个字典：这就是Q-table的构成。每个状态是`self.Q`字典的键，每个值是另一个字典，包含了*action*和*Q-value*。这里是个样例：\n",
    "\n",
    "```\n",
    "{ 'state-1': { \n",
    "    'action-1' : Qvalue-1,\n",
    "    'action-2' : Qvalue-2,\n",
    "     ...\n",
    "   },\n",
    "  'state-2': {\n",
    "    'action-1' : Qvalue-1,\n",
    "     ...\n",
    "   },\n",
    "   ...\n",
    "}\n",
    "```\n",
    "\n",
    "此外，注意你要求利用一个*衰减*$\\epsilon$*（探索）因子*。因此，随着试验的增加，$\\epsilon$会向0减小。这是因为，代理程序会从它的行为中学习，然后根据习得的行为行动。而且当$\\epsilon$达到特定阈值后（默认阈值为0.01），代理程序被以它所学到的东西来作检测。作为初始的Q-Learning实现，你将实现一个线性衰减$\\epsilon$的函数。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Q-Learning模拟结果\n",
    "要从最初的Q-learning程序获得结果，你需要调整下面的标志和设置：\n",
    "- `'enforce_deadline'` - 将此标志设定为`True`来强制驾驶代理程序捕获它是否在合理时间内到达目的地。\n",
    "- `'update_delay'` - 将此标志设定为较小数值（比如`0.01`）来减少每次试验中每步之间的时间。\n",
    "- `'log_metrics'` - 将此标志设定为`True`将模拟结果记录为在`/logs/`目录下的`.csv`文件，Q-table存为`.txt`文件。\n",
    "- `'n_test'` - 将此标志设定为`'10'`则执行10次测试试验。\n",
    "- `'learning'` - 将此标志设定为`'True'`来告诉驾驶代理使用你的Q-Learning实现。\n",
    "\n",
    "此外，使用下面的$\\epsilon$衰减函数：\n",
    "\n",
    "$$ \\epsilon_{t+1} = \\epsilon_{t} - 0.05, \\hspace{10px}\\textrm{for trial number } t$$\n",
    "\n",
    "如果你在实施时遇到困难，尝试把`'verbose'`标志设为`True`来调试。调试时，在这里设定的标志会返回到它们的默认设定。重要的是你要理解每个标志做什么并且解释它们怎么影响模拟！\n",
    "\n",
    "当你成功完成初始的Q-Learning模拟程序后，运行下面代码单元格来使结果可视化。注意当相同的模拟运行时，log文件会被覆写，所以要留意载入的log文件！"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1gAAAI4CAYAAAB3HEhGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nwJIkSZKkjlhgSZIkSVJH/gFHlWdUIifGIwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff47e13d590>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Load the 'sim_default-learning' file from the default Q-Learning simulation\n",
    "vs.plot_trials('sim_default-learning.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题 6\n",
    "利用上面的从你默认的Q-Learning模拟中得到的可视化结果，像在**问题3**那样，给出关于驾驶代理程序的分析和若干观察。注意模拟程序应该也产生了Q-table存在一个文本文件中，可以帮到你观察代理程序的算法。你可以考虑的一些情况：\n",
    "- *有没有观察到基本驾驶代理程序和默认的Q-Learning代理程序的相似之处？*\n",
    "- *在测试之前驾驶代理大约需要做多少训练试验？在给定的$\\epsilon$ 容忍度下，这个数字是否合理？*\n",
    "- *你实现的$\\epsilon$（探索因子）衰减函数是否准确地在参数面板中显示？*\n",
    "- *随着试验数增加，不良动作的数目是否减少?平均奖励是否增加？*\n",
    "- *与初始的驾驶代理程序相比，安全性和可靠性评分怎样？*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**回答：**\n",
    "\n",
    "- 刚开始的时候，两种代理程序的表现都很糟糕\n",
    "- 测试前驾驶代理程序大约需要做 20 次训练试验。$\\epsilon$在20次降到零，也就是说以后不会再随机尝试了，再训练也没有效果了，因此这个数字合理\n",
    "- 我实现的$\\epsilon$衰减函数准确地在参数面板显示了\n",
    "- 随着试验数增加，不良动作的数目减少了，平均奖励增加了\n",
    "- 安全性得分依然是F，没有进步，可靠性得分到了B，有很大进步"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "-----\n",
    "## 改进Q-Learning驾驶代理程序\n",
    "创建一个优化Q-Learning的驾驶代理程序的第三步，是执行优化！现在Q-Learning算法已经实现并且驾驶代理程序已经成功学习了，需要调整设定、调节参数让驾驶代理程序学习**安全性**和**效率**。通常这一步需要很多试验和错误，因为某些设定必定会造成更糟糕的学习。要记住的一件事是学习的行为本身和需要的时间：理论上，我们可以允许代理程序用非常非常长的时间来学习；然而，Q-Learning另一个目的是*将没有习得行为的试验试验变为有习得行为的行动*。例如，训练中总让代理程序执行随机动作（如果$\\epsilon = 1$并且永不衰减）当然可以使它*学习*，但是不会让它*行动*。当改进你的Q-Learning实现时，要考虑做一个特定的调整的意义，以及它是否逻辑上是否合理。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 改进Q-Learning的模拟结果\n",
    "要从最初的Q-learning程序获得结果，你需要调整下面的标志和设置：\n",
    "- `'enforce_deadline'` - 将此标志设定为`True`来强制驾驶代理程序捕获它是否在合理时间内到达目的地。\n",
    "- `'update_delay'` - 将此标志设定为较小数值（比如`0.01`）来减少每次试验中每步之间的时间。\n",
    "- `'log_metrics'` - 将此标志设定为`True`将模拟结果记录为在`/logs/`目录下的`.csv`文件，Q-table存为`.txt`文件。\n",
    "- `'learning'` - 将此标志设定为`'True'`来告诉驾驶代理使用你的Q-Learning实现。\n",
    "- `'optimized'` - 将此标志设定为`'True'`来告诉驾驶代理你在执行一个优化版本的Q-Learning实现。\n",
    "\n",
    "优化Q-Learning代理程序可以调整的额外的标志：\n",
    "- `'n_test'` - 将此标志设定为某个正数（之前是10）来执行那么多次测试试验。\n",
    "- `'alpha'` - 将此标志设定为0 - 1之间的实数来调整Q-Learning算法的学习率。\n",
    "- `'epsilon'` - 将此标志设定为0 - 1之间的实数来调整Q-Learning算法的起始探索因子。\n",
    "- `'tolerance'` - 将此标志设定为某个较小的大于0的值（默认是0.05）来设定测试的epsilon阈值。\n",
    "\n",
    "此外，使用一个你选择的$\\epsilon$ (探索因子)衰减函数。注意无论你用哪个函数，**一定要以合理的速率衰减**到`'tolerance'`。Q-Learning代理程序到此才可以开始测试。某个衰减函数的例子($t$是试验的数目)：\n",
    "\n",
    "$$ \\epsilon = a^t, \\textrm{for } 0 < a < 1 \\hspace{50px}\\epsilon = \\frac{1}{t^2}\\hspace{50px}\\epsilon = e^{-at}, \\textrm{for } 0 < a < 1 \\hspace{50px} \\epsilon = \\cos(at), \\textrm{for } 0 < a < 1$$\n",
    "\n",
    "如果你想的话，你也可以使用$\\alpha$ （学习率） 的衰减函数，当然这通常比较少见。如果你这么做了，确保它满足不等式$0 \\leq \\alpha \\leq 1$。\n",
    "如果你在实施时遇到困难，尝试把`'verbose'`标志设为`True`来调试。调试时，在这里设定的标志会返回到它们的默认设定。重要的是你要理解每个标志做什么并且解释它们怎么影响模拟！\n",
    "\n",
    "当你成功完成初始的Q-Learning模拟程序后，运行下面代码单元格来使结果可视化，请注意为了达到项目要求你需要在安全性和可靠性上获得至少都为A的评分。注意当相同的模拟运行时，log文件会被覆写，所以要留意载入的log文件！"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd3fdda4cd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Load the 'sim_improved-learning' file from the improved Q-Learning simulation\n",
    "vs.plot_trials('sim_improved-learning.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题7\n",
    "利用上面的从你改进的Q-Learning模拟中得到的可视化结果，像在**问题6**那样，给出关于改进的驾驶代理程序的最终分析和观察。你需要回答的问题：\n",
    "- *使用了什么epsilon（探索因子）的衰减函数？*\n",
    "- *在测试之前驾驶代理大约需要做多少训练试验？*\n",
    "- *你用了什么epsilon-tolerance和alpha（学习率）值？为什么？*\n",
    "- *与之前的默认Q-Learning学习器相比，这个Q-Learning学习器有多少改进？ *\n",
    "- *你会说Q-Learning学习器的结果表明了你的驾驶代理程序成功地学习了一个合适的策略吗？*\n",
    "- *你对*智能出租车*的安全性和可靠性评分满意吗？*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**回答：**\n",
    "\n",
    "- 使用了$\\epsilon = 1 -e ^ {0.005(t - 800)}$\n",
    "- 测试之前驾驶代理大约需要做800次训练试验\n",
    "- epsilon-tolerance = 0.05, alpha = 0.5.\n",
    "    - tolerance表示epsilon降到多少的时候开始测试，可以用来控制训练次数以及后期探索的比例，一般取一个较小的值。epsilon 到 0.05 时，差不多不再探索了，这时候再训练也就是不断验证以前的判断，意义也不大，因此 tolerance 选择 0.05 合适\n",
    "    - 学习率表示新经验中旧经验和奖励的比例，越高模型越激进，越低模型越保守。理想状态下应该随着训练，渐渐降低，不过本模型没有必要，选择常量0.5即可，折中考虑一半的先前经验和一半的奖励。\n",
    "- 这个 Q-Learning 学习器主要改进在衰减函数，自然指数保证了整体趋势的下降，而且下降的速度由慢到快，保证前期有足够的机会探索\n",
    "- 会，improved-learing.txt里，Q里各种状态下各种action的参数，几乎都不为零，说明各种情况下都有应对策略\n",
    "- 很满意，评分都达到了A+"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 定义一个最优策略\n",
    "\n",
    "有时，对于重要的问题*“我要让我的代理程序学习什么？”*的答案，只是理论性的，无法具体描述。然而这里，你可以具体定义代理程序要学什么，就是美国通行权交通法案。这些法律是已知信息，你可以基于这些法律，为*智能出租车*进一步定义每一个状态所做的最优动作。在那种情况下，我们称这一系列最优状态-动作配对为**最优策略**。因此，不像那些理论性的回答，不仅通过收到的奖励（惩罚），而且纯观察，代理程序是否在“错误”地行动能很清晰地得知。如果代理程序闯了红灯，我们既看见它获得了一个负面奖励，也知道这是一个错误的行为。这可以用来帮你验证驾驶代理程序习得的**策略**是否正确，或只是个**次优策略**。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题 8\n",
    "给出几个关于最优策略是什么样子的例子（用你已定义的状态）。之后，查看`'sim_improved-learning.txt'`文本文件，看你的改进的Q-Learning算法的结果。_每个从模拟中纪录的状态，对于给定的状态，**策略**（得分最高的动作）是否正确？是否对于有些状态，有策略不同于预期的最优策略？_给出一个状态和记录的状态-动作的奖励，解释为什么正是个正确的策略。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**回答：** \n",
    "\n",
    "- `'waypoint' = 'forward', 'light' = 'green', 'left' = None, 'right' = None, 'oncoming' =  None`，是最理想的情况，四周没有车，又是绿灯，完全应该前进。\n",
    "    - txt中，`forward`为得分最高的2.01，说明模型也认为此时前进最好。\n",
    "    - `Agent followed the waypoint forward. (rewarded 1.17)`，向着目的地的方向前进，并且遵守了交通规则，因此正确。\n",
    "- `'waypoint' = 'right', 'light' = 'red', 'left' = 'right', 'right' = 'forward', 'oncoming' = 'left'`，按照交通规则，左边的车要前行，转弯让直行，应该停在原地，不能为了节省时间右转。\n",
    "    - txt中，`None`为1.74，是最高的，说明模型认为此时不动是最好的策略。\n",
    "    - `Agent properly idled at a red light. (rewarded 1.16)`，在红灯处合适地停住了，因此正确。\n",
    "- `'waypoint' = 'left', 'light' = 'green', 'left' = None, 'right' = None, 'oncoming' = 'forward'`，此时绿灯可以往左，但是对面车辆直行，左转会相撞，因此应该退而求其次，选择前进。\n",
    "    - txt中，`forward`得分是最高的1.43，表明模型也选择了前进的策略。\n",
    "    - `Agent drove forward instead of left. (rewarded 0.64)`，在没有引起事故的前提下，很可能接近了目的地，因此正确。\n",
    "    \n",
    "- `'waypoint' = 'right', 'light' = 'green', 'left' = 'right', 'right' = 'left', 'oncoming' = 'forward'`,绿灯时，目标点在右边，完全可以放心右转\n",
    "    - txt中，`forward`得分最高，为0.72，说明模型认为这时候前进最好，并不是最优策略。究其原因，`right`得分为0.00，也就是模型没有尝试过`right`，所以并不知道`right`是更好的策略。\n",
    "    - `Agent drove forward instead of right. (rewarded 0.53)`，没有引起事故，但是没有选择最佳的右转策略，因此并不是最优策略。\n",
    "    \n",
    "    \n",
    "- 总之，模型需要在保证安全的前提下快速地抵达终点。为了保证安全，模型需要遵守交通规则，红灯时不会左转和前进，以防和左右的车辆相撞，绿灯时也不会轻易左转和前进，避免和对面车辆相撞；在此基础上，提高效率，冲向目的地，该红灯右转时右转，而不是一直待在原地，或者见到红灯就停。\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "-----\n",
    "### 选做：未来奖励 - 折扣因子 `'gamma'`\n",
    "也许你会好奇，作为Q-Learning算法的一部分，之前要求你在实现中**不要**使用折扣引子`'gamma'`。在算法中包含未来奖励能有助于在未来状态回溯到当前状态时的反向正面奖励。本质上，如果给予驾驶代理程序执行若干动作到达不同状态的选择，包含未来奖励会是代理程序偏向可以得到更多奖励的状态。一个例子是驶向目的的驾驶代理程序：所有行动和奖励都相等，那么理论上如果到达目的地会有额外奖励，驶向目的会获得更好的奖励。然而，即使在这个项目里，驾驶代理程序也要在规定的时间里到达目的地，包含未来奖励不会有益于代理程序。实际上，如果代理程序给予多次试验学习，它甚至会给Q-value带来负面影响！"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 可选问题 9\n",
    "*在项目中有两个特点使得未来奖励在这个Q-Learning算法无效。一个特点是关于*智能出租车*本身，另一个是关于环境。你能指出它们是什么以及为什么未来奖励不会在这个项目中起效？*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**回答：**\n",
    "\n",
    "- 智能出租车本身\n",
    "    - 智能出租车只知道目的地的相对方向，并不知道具体位置、相隔多少街区、到底有多远，这就意味着只可能选择局部最优解，不可能做全局最优规划。\n",
    "    - 智能出租车没有足够的信息来为了达到未来奖励而选择全局最优解。比如模型在上一轮离终点很近，因为无法左转，选择了右转，之后到了终点，最后拿到了额外奖励；下一次模型同样因为无法左转，选择了右转，但是离终点很远，最后没有拿到额外奖励。由于没有全局信息，模型并不能分辨这两种情况，包含未来奖励反而干扰了模型。\n",
    "    \n",
    "- 环境\n",
    "    - 每次行程的起点和终点随机，这就意味着无法寻找到固定模式来获取额外奖励。\n",
    "    - 如果起点和终点固定，未来奖励会以终点为源扩散，离源越近，未来奖励的作用越大，直至影响到在起点的选择。但是此模型的环境中，起点和终点是随机的，并没有固定的模式可以执行若干动作来拿到额外奖励，终点的额外奖励几乎不可能影响到起点的选择，未来奖励也就无法起作用。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> **注意**:当你写完了所有的代码，并且回答了所有的问题。你就可以把你的 iPython Notebook 导出成 HTML 文件。你可以在菜单栏，这样导出**File -> Download as -> HTML (.html)**把这个 HTML 和这个 iPython notebook 一起做为你的作业提交。"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
